WO2013169805A3 - Appareil et procédés de rétroaction de réseau de neurones impulsionnels - Google Patents

Appareil et procédés de rétroaction de réseau de neurones impulsionnels Download PDF

Info

Publication number
WO2013169805A3
WO2013169805A3 PCT/US2013/039985 US2013039985W WO2013169805A3 WO 2013169805 A3 WO2013169805 A3 WO 2013169805A3 US 2013039985 W US2013039985 W US 2013039985W WO 2013169805 A3 WO2013169805 A3 WO 2013169805A3
Authority
WO
WIPO (PCT)
Prior art keywords
context
connections
connection
firing
spike
Prior art date
Application number
PCT/US2013/039985
Other languages
English (en)
Other versions
WO2013169805A2 (fr
Inventor
Filip PIEKNIEWSKI
Eugene Izhikevich
Botond Szatmary
Csaba Petre
Original Assignee
Brain Corporation
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Brain Corporation filed Critical Brain Corporation
Publication of WO2013169805A2 publication Critical patent/WO2013169805A2/fr
Publication of WO2013169805A3 publication Critical patent/WO2013169805A3/fr

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/049—Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Molecular Biology (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • User Interface Of Digital Computer (AREA)
  • Image Analysis (AREA)
  • Feedback Control In General (AREA)

Abstract

L'invention porte sur des appareils et des procédés de rétroaction dans un réseau de neurones impulsionnels. Selon une approche, des neurones impulsionnels reçoivent un stimulus sensoriel et un signal de contexte qui correspondent au même contexte. Lorsque le stimulus fournit une excitation suffisante, des neurones génèrent une réponse. Des connexions de contexte sont ajustées selon une plasticité dépendante du positionnement temporel de potentiel d'action (STDP) inverse. Quand le signal de contexte précède le potentiel d'action post-synaptique, des connexions synaptiques de contexte sont dépréciées. Inversement, chaque fois que le signal de contexte suit le potentiel d'action post-synaptique, les connexions sont renforcées. L'ajustement de connexion STDP inverse assure une commande précise de déclenchement induit par rétroaction, élimine un emballement de boucles de rétroaction positive, et permet un fonctionnement de réseau auto-stabilisant. Selon un autre aspect de l'invention, la méthodologie d'ajustement de connexion facilite une commutation de contexte robuste lors d'un traitement d'informations visuelles. Lorsqu'un contexte (tel qu'un objet) devient absent par intermittence, un renforcement de connexion de contexte antérieur permet un déclenchement pendant une certaine période de temps. Si l'objet reste absent, la connexion est dépréciée, ce qui permet de prévenir un déclenchement ultérieur.
PCT/US2013/039985 2012-05-07 2013-05-07 Appareil et procédés de rétroaction de réseau de neurones impulsionnels WO2013169805A2 (fr)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US13/465,924 US9129221B2 (en) 2012-05-07 2012-05-07 Spiking neural network feedback apparatus and methods
US13/465,924 2012-05-07

Publications (2)

Publication Number Publication Date
WO2013169805A2 WO2013169805A2 (fr) 2013-11-14
WO2013169805A3 true WO2013169805A3 (fr) 2014-01-23

Family

ID=49513405

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2013/039985 WO2013169805A2 (fr) 2012-05-07 2013-05-07 Appareil et procédés de rétroaction de réseau de neurones impulsionnels

Country Status (2)

Country Link
US (1) US9129221B2 (fr)
WO (1) WO2013169805A2 (fr)

Families Citing this family (97)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8315305B2 (en) 2010-03-26 2012-11-20 Brain Corporation Systems and methods for invariant pulse latency coding
US9122994B2 (en) 2010-03-26 2015-09-01 Brain Corporation Apparatus and methods for temporally proximate object recognition
US9405975B2 (en) 2010-03-26 2016-08-02 Brain Corporation Apparatus and methods for pulse-code invariant object recognition
US9311593B2 (en) 2010-03-26 2016-04-12 Brain Corporation Apparatus and methods for polychronous encoding and multiplexing in neuronal prosthetic devices
US8942466B2 (en) 2010-08-26 2015-01-27 Brain Corporation Sensory input processing apparatus and methods
US9193075B1 (en) 2010-08-26 2015-11-24 Brain Corporation Apparatus and methods for object detection via optical flow cancellation
US8712940B2 (en) * 2011-05-31 2014-04-29 International Business Machines Corporation Structural plasticity in spiking neural networks with symmetric dual of an electronic neuron
US9047568B1 (en) 2012-09-20 2015-06-02 Brain Corporation Apparatus and methods for encoding of sensory data using artificial spiking neurons
US9566710B2 (en) 2011-06-02 2017-02-14 Brain Corporation Apparatus and methods for operating robotic devices using selective state space training
US8990133B1 (en) 2012-12-20 2015-03-24 Brain Corporation Apparatus and methods for state-dependent learning in spiking neuron networks
US20150127154A1 (en) * 2011-06-02 2015-05-07 Brain Corporation Reduced degree of freedom robotic controller apparatus and methods
US9070039B2 (en) 2013-02-01 2015-06-30 Brian Corporation Temporal winner takes all spiking neuron network sensory processing apparatus and methods
US9147156B2 (en) 2011-09-21 2015-09-29 Qualcomm Technologies Inc. Apparatus and methods for synaptic update in a pulse-coded network
US9104973B2 (en) 2011-09-21 2015-08-11 Qualcomm Technologies Inc. Elementary network description for neuromorphic systems with plurality of doublets wherein doublet events rules are executed in parallel
US9460387B2 (en) 2011-09-21 2016-10-04 Qualcomm Technologies Inc. Apparatus and methods for implementing event-based updates in neuron networks
US8719199B2 (en) 2011-09-21 2014-05-06 Brain Corporation Systems and methods for providing a neural network having an elementary network description for efficient implementation of event-triggered plasticity rules
US8725658B2 (en) 2011-09-21 2014-05-13 Brain Corporation Elementary network description for efficient memory management in neuromorphic systems
US9412064B2 (en) 2011-08-17 2016-08-09 Qualcomm Technologies Inc. Event-based communication in spiking neuron networks communicating a neural activity payload with an efficacy update
US8725662B2 (en) 2011-09-21 2014-05-13 Brain Corporation Apparatus and method for partial evaluation of synaptic updates based on system events
US9213937B2 (en) 2011-09-21 2015-12-15 Brain Corporation Apparatus and methods for gating analog and spiking signals in artificial neural networks
US10210452B2 (en) 2011-09-21 2019-02-19 Qualcomm Incorporated High level neuromorphic network description apparatus and methods
US9117176B2 (en) 2011-09-21 2015-08-25 Qualcomm Technologies Inc. Round-trip engineering apparatus and methods for neural networks
US9098811B2 (en) 2012-06-04 2015-08-04 Brain Corporation Spiking neuron network apparatus and methods
US9015092B2 (en) 2012-06-04 2015-04-21 Brain Corporation Dynamically reconfigurable stochastic learning apparatus and methods
US9104186B2 (en) 2012-06-04 2015-08-11 Brain Corporation Stochastic apparatus and methods for implementing generalized learning rules
US9146546B2 (en) 2012-06-04 2015-09-29 Brain Corporation Systems and apparatus for implementing task-specific learning using spiking neurons
US9224090B2 (en) * 2012-05-07 2015-12-29 Brain Corporation Sensory input processing apparatus in a spiking neural network
US9129221B2 (en) * 2012-05-07 2015-09-08 Brain Corporation Spiking neural network feedback apparatus and methods
US20130297539A1 (en) * 2012-05-07 2013-11-07 Filip Piekniewski Spiking neural network object recognition apparatus and methods
US9208432B2 (en) 2012-06-01 2015-12-08 Brain Corporation Neural network learning and collaboration apparatus and methods
US9412041B1 (en) 2012-06-29 2016-08-09 Brain Corporation Retinal apparatus and methods
US9111215B2 (en) 2012-07-03 2015-08-18 Brain Corporation Conditional plasticity spiking neuron network apparatus and methods
US8977582B2 (en) 2012-07-12 2015-03-10 Brain Corporation Spiking neuron network sensory processing apparatus and methods
US9256215B2 (en) 2012-07-27 2016-02-09 Brain Corporation Apparatus and methods for generalized state-dependent learning in spiking neuron networks
US9256823B2 (en) 2012-07-27 2016-02-09 Qualcomm Technologies Inc. Apparatus and methods for efficient updates in spiking neuron network
US9189730B1 (en) 2012-09-20 2015-11-17 Brain Corporation Modulated stochasticity spiking neuron network controller apparatus and methods
US9367798B2 (en) 2012-09-20 2016-06-14 Brain Corporation Spiking neuron network adaptive control apparatus and methods
US9311594B1 (en) 2012-09-20 2016-04-12 Brain Corporation Spiking neuron network apparatus and methods for encoding of sensory data
US9082079B1 (en) 2012-10-22 2015-07-14 Brain Corporation Proportional-integral-derivative controller effecting expansion kernels comprising a plurality of spiking neurons associated with a plurality of receptive fields
US9111226B2 (en) 2012-10-25 2015-08-18 Brain Corporation Modulated plasticity apparatus and methods for spiking neuron network
US9218563B2 (en) 2012-10-25 2015-12-22 Brain Corporation Spiking neuron sensory processing apparatus and methods for saliency detection
US9183493B2 (en) 2012-10-25 2015-11-10 Brain Corporation Adaptive plasticity apparatus and methods for spiking neuron network
US9275326B2 (en) * 2012-11-30 2016-03-01 Brain Corporation Rate stabilization through plasticity in spiking neuron network
US9123127B2 (en) 2012-12-10 2015-09-01 Brain Corporation Contrast enhancement spiking neuron network sensory processing apparatus and methods
US9195934B1 (en) 2013-01-31 2015-11-24 Brain Corporation Spiking neuron classifier apparatus and methods using conditionally independent subsets
US9177245B2 (en) 2013-02-08 2015-11-03 Qualcomm Technologies Inc. Spiking network apparatus and method with bimodal spike-timing dependent plasticity
US9764468B2 (en) 2013-03-15 2017-09-19 Brain Corporation Adaptive predictor apparatus and methods
US9008840B1 (en) 2013-04-19 2015-04-14 Brain Corporation Apparatus and methods for reinforcement-guided supervised learning
US9242372B2 (en) 2013-05-31 2016-01-26 Brain Corporation Adaptive robotic interface apparatus and methods
US9314924B1 (en) * 2013-06-14 2016-04-19 Brain Corporation Predictive robotic controller apparatus and methods
US9792546B2 (en) 2013-06-14 2017-10-17 Brain Corporation Hierarchical robotic controller apparatus and methods
US9436909B2 (en) 2013-06-19 2016-09-06 Brain Corporation Increased dynamic range artificial neuron network apparatus and methods
US9239985B2 (en) 2013-06-19 2016-01-19 Brain Corporation Apparatus and methods for processing inputs in an artificial neuron network
US9552546B1 (en) 2013-07-30 2017-01-24 Brain Corporation Apparatus and methods for efficacy balancing in a spiking neuron network
US9959499B2 (en) 2013-09-25 2018-05-01 Qualcomm Incorporated Methods and apparatus for implementation of group tags for neural models
US9579789B2 (en) 2013-09-27 2017-02-28 Brain Corporation Apparatus and methods for training of robotic control arbitration
US9489623B1 (en) 2013-10-15 2016-11-08 Brain Corporation Apparatus and methods for backward propagation of errors in a spiking neuron network
US9597797B2 (en) 2013-11-01 2017-03-21 Brain Corporation Apparatus and methods for haptic training of robots
US9463571B2 (en) 2013-11-01 2016-10-11 Brian Corporation Apparatus and methods for online training of robots
US9358685B2 (en) 2014-02-03 2016-06-07 Brain Corporation Apparatus and methods for control of robot actions based on corrective user inputs
US9536189B2 (en) 2014-02-20 2017-01-03 Qualcomm Incorporated Phase-coding for coordinate transformation
US9346167B2 (en) 2014-04-29 2016-05-24 Brain Corporation Trainable convolutional network apparatus and methods for operating a robotic vehicle
US10194163B2 (en) 2014-05-22 2019-01-29 Brain Corporation Apparatus and methods for real time estimation of differential motion in live video
US9713982B2 (en) 2014-05-22 2017-07-25 Brain Corporation Apparatus and methods for robotic operation using video imagery
US9939253B2 (en) 2014-05-22 2018-04-10 Brain Corporation Apparatus and methods for distance estimation using multiple image sensors
US9848112B2 (en) 2014-07-01 2017-12-19 Brain Corporation Optical detection apparatus and methods
US10057593B2 (en) 2014-07-08 2018-08-21 Brain Corporation Apparatus and methods for distance estimation using stereo imagery
US10055850B2 (en) 2014-09-19 2018-08-21 Brain Corporation Salient features tracking apparatus and methods using visual initialization
US9630318B2 (en) 2014-10-02 2017-04-25 Brain Corporation Feature detection apparatus and methods for training of robotic navigation
US9881349B1 (en) 2014-10-24 2018-01-30 Gopro, Inc. Apparatus and methods for computerized object identification
US10489705B2 (en) 2015-01-30 2019-11-26 International Business Machines Corporation Discovering and using informative looping signals in a pulsed neural network having temporal encoders
US9717387B1 (en) 2015-02-26 2017-08-01 Brain Corporation Apparatus and methods for programming and training of robotic household appliances
US10197664B2 (en) 2015-07-20 2019-02-05 Brain Corporation Apparatus and methods for detection of objects using broadband signals
US11157798B2 (en) 2016-02-12 2021-10-26 Brainchip, Inc. Intelligent autonomous feature extraction system using two hardware spiking neutral networks with spike timing dependent plasticity
CN106101035B (zh) * 2016-06-01 2019-04-02 四川东鼎里智信息技术有限责任公司 全反馈神经网络的信号盲检测方法
WO2018031301A1 (fr) 2016-08-08 2018-02-15 Goldman Sachs & Co. LLC Systèmes et procédés d'apprentissage et de prédiction de données chronologiques à l'aide d'auto-codeurs inertiels
US11353833B2 (en) 2016-08-08 2022-06-07 Goldman Sachs & Co. LLC Systems and methods for learning and predicting time-series data using deep multiplicative networks
US10650307B2 (en) * 2016-09-13 2020-05-12 International Business Machines Corporation Neuromorphic architecture for unsupervised pattern detection and feature learning
US10565500B2 (en) * 2016-12-20 2020-02-18 Intel Corporation Unsupervised learning using neuromorphic computing
US10133944B2 (en) 2016-12-21 2018-11-20 Volkswagen Ag Digital neuromorphic (NM) sensor array, detector, engine and methodologies
US10282615B2 (en) 2016-12-21 2019-05-07 Volkswagen Ag System and method for root association in image data
US10229341B2 (en) * 2016-12-21 2019-03-12 Volkswagen Ag Vector engine and methodologies using digital neuromorphic (NM) data
US10789495B2 (en) 2016-12-21 2020-09-29 Volkswagen Ag System and method for 1D root association providing sparsity guarantee in image data
US10235565B2 (en) 2016-12-21 2019-03-19 Volkswagen Ag System and methodologies for occupant monitoring utilizing digital neuromorphic (NM) data and fovea tracking
US11151441B2 (en) 2017-02-08 2021-10-19 Brainchip, Inc. System and method for spontaneous machine learning and feature extraction
CN110574050A (zh) 2017-05-31 2019-12-13 英特尔公司 用于基于四元数的机器学习系统的基于梯度的训练引擎
US10817780B2 (en) 2017-10-29 2020-10-27 Christopher J. Rourk Electron transport gate circuits and methods of manufacture, operation and use
KR102083258B1 (ko) * 2017-11-15 2020-03-02 한양대학교 산학협력단 시냅스소자에서 가중치에 대한 비대칭성을 최소화하는 펄스 구동 장치 및 그 방법
US11403479B2 (en) * 2017-12-19 2022-08-02 Intel Corporation Feedback signaling to facilitate data classification functionality of a spiking neural network
KR20200036352A (ko) * 2018-09-28 2020-04-07 삼성전자주식회사 신경망의 동작 방법과 학습 방법 및 그 신경망
CN111079912B (zh) * 2018-10-19 2021-02-12 中科寒武纪科技股份有限公司 运算方法、系统及相关产品
EP3953868A4 (fr) * 2019-04-10 2023-01-11 Cornell University Algorithme neuromorphique pour apprentissage en ligne rapide et restauration de signal
CN110213165B (zh) * 2019-06-05 2021-04-13 北京灵汐科技有限公司 一种异构协同系统及其通信方法
US10922824B1 (en) 2019-08-13 2021-02-16 Volkswagen Ag Object tracking using contour filters and scalers
US11727250B2 (en) 2019-09-06 2023-08-15 International Business Machines Corporation Elastic-centroid based clustering
US11132598B1 (en) 2021-02-23 2021-09-28 Neuraville, Llc System and method for humanoid robot control and cognitive self-improvement without programming
CN114819121B (zh) * 2022-03-28 2022-09-27 中国科学院自动化研究所 基于脉冲神经网络的信号处理装置及信号处理方法

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5355435A (en) * 1992-05-18 1994-10-11 New Mexico State University Technology Transfer Corp. Asynchronous temporal neural processing element
US20030216919A1 (en) * 2002-05-13 2003-11-20 Roushar Joseph C. Multi-dimensional method and apparatus for automated language interpretation
US20070022068A1 (en) * 2005-07-01 2007-01-25 Ralph Linsker Neural networks for prediction and control
US20100235310A1 (en) * 2009-01-27 2010-09-16 Gage Fred H Temporally dynamic artificial neural networks
US20100299296A1 (en) * 2009-05-21 2010-11-25 International Business Machines Corporation Electronic learning synapse with spike-timing dependent plasticity using unipolar memory-switching elements
US20110137843A1 (en) * 2008-08-28 2011-06-09 Massachusetts Institute Of Technology Circuits and Methods Representative of Spike Timing Dependent Plasticity of Neurons
US20120084240A1 (en) * 2010-09-30 2012-04-05 International Business Machines Corporation Phase change memory synaptronic circuit for spiking computation, association and recall

Family Cites Families (100)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5063603A (en) 1989-11-06 1991-11-05 David Sarnoff Research Center, Inc. Dynamic method for recognizing objects and image processing system therefor
US5216752A (en) 1990-12-19 1993-06-01 Baylor College Of Medicine Interspike interval decoding neural network
US5138447A (en) 1991-02-11 1992-08-11 General Instrument Corporation Method and apparatus for communicating compressed digital video signals using multiple processors
US5272535A (en) 1991-06-13 1993-12-21 Loral Fairchild Corporation Image sensor with exposure control, selectable interlaced, pseudo interlaced or non-interlaced readout and video compression
US5875108A (en) 1991-12-23 1999-02-23 Hoffberg; Steven M. Ergonomic man-machine interface incorporating adaptive pattern recognition based control system
US6418424B1 (en) 1991-12-23 2002-07-09 Steven M. Hoffberg Ergonomic man-machine interface incorporating adaptive pattern recognition based control system
US5673367A (en) 1992-10-01 1997-09-30 Buckley; Theresa M. Method for neural network control of motion using real-time environmental feedback
FI92361C (fi) 1992-12-14 1994-10-25 Nokia Telecommunications Oy Menetelmä kehysvälitysverkon ylikuormitustilanteiden hallitsemiseksi sekä kehysvälitysverkon solmu
RU2108612C1 (ru) 1994-09-14 1998-04-10 Круглов Сергей Петрович Адаптивная система управления с идентификатором и неявной эталонной моделью
US6625317B1 (en) 1995-09-12 2003-09-23 Art Gaffin Visual imaging system and method
US5845271A (en) 1996-01-26 1998-12-01 Thaler; Stephen L. Non-algorithmically implemented artificial neural networks and components thereof
US6009418A (en) 1996-05-02 1999-12-28 Cooper; David L. Method and apparatus for neural networking using semantic attractor architecture
US6509854B1 (en) 1997-03-16 2003-01-21 Hitachi, Ltd. DA conversion circuit
IL133384A0 (en) 1997-06-11 2001-04-30 Univ Southern California Dynamic synapse for signal processing in neural networks
JP4131340B2 (ja) 1997-07-11 2008-08-13 ソニー株式会社 制御装置、制御方法、および受信装置
US6458157B1 (en) 1997-08-04 2002-10-01 Suaning Gregg Joergen Retinal stimulator
US6581046B1 (en) 1997-10-10 2003-06-17 Yeda Research And Development Co. Ltd. Neuronal phase-locked loops
US6545705B1 (en) 1998-04-10 2003-04-08 Lynx System Developers, Inc. Camera with object recognition/data output
US6035389A (en) 1998-08-11 2000-03-07 Intel Corporation Scheduling instructions with different latencies
US6782132B1 (en) 1998-08-12 2004-08-24 Pixonics, Inc. Video coding and reconstruction apparatus and methods
US8416847B2 (en) 1998-12-21 2013-04-09 Zin Stai Pte. In, Llc Separate plane compression using plurality of compression methods including ZLN and ZLD methods
AU2001249990A1 (en) 2000-02-16 2001-08-27 Charles Stark Draper Laboratory Balance prosthesis
US7054850B2 (en) 2000-06-16 2006-05-30 Canon Kabushiki Kaisha Apparatus and method for detecting or recognizing pattern by employing a plurality of feature detecting elements
WO2002026905A2 (fr) 2000-09-26 2002-04-04 Matsushita Electric Industrial Co., Ltd. Ecran et son systeme de commande et ecran d'information
US6910060B2 (en) 2001-05-21 2005-06-21 Computational Sensor Corp. Spatio-temporal filter and method
CN1273912C (zh) 2001-08-23 2006-09-06 索尼公司 机器人装置、面容识别方法和面容识别装置
US8156057B2 (en) 2003-03-27 2012-04-10 Knowm Tech, Llc Adaptive neural network utilizing nanotechnology-based components
AU2003302046A1 (en) 2002-11-15 2004-06-15 Vern Brethour Methods and systems acquiring impulse signals
ITRM20020604A1 (it) 2002-11-29 2004-05-30 S I S S A Scuola Internaz Su Periore Di Stu Metodo per il processamento di immagini con colture di neuroni e
JP4265237B2 (ja) 2003-02-27 2009-05-20 ソニー株式会社 画像処理装置および方法、学習装置および方法、記録媒体、並びにプログラム
WO2004112298A2 (fr) 2003-05-27 2004-12-23 The Trustees Of Columbia University In The City Of New York Codage et decodage temporels multicanaux d'un signal
US7426501B2 (en) 2003-07-18 2008-09-16 Knowntech, Llc Nanotechnology neural network methods and systems
US20060161218A1 (en) 2003-11-26 2006-07-20 Wicab, Inc. Systems and methods for treating traumatic brain injury
US7580907B1 (en) 2004-01-14 2009-08-25 Evolved Machines, Inc. Invariant object recognition
JP4780921B2 (ja) 2004-03-17 2011-09-28 キヤノン株式会社 並列パルス信号処理装置、及びその制御方法
US7519452B2 (en) * 2004-04-15 2009-04-14 Neurosciences Research Foundation, Inc. Mobile brain-based device for use in a real world environment
US7653255B2 (en) 2004-06-02 2010-01-26 Adobe Systems Incorporated Image region of interest encoding
JP2005352900A (ja) 2004-06-11 2005-12-22 Canon Inc 情報処理装置、情報処理方法、パターン認識装置、及びパターン認識方法
US8356127B2 (en) 2004-12-09 2013-01-15 Rambus Inc. Memory interface with workload adaptive encode/decode
US8000967B2 (en) 2005-03-09 2011-08-16 Telefonaktiebolaget Lm Ericsson (Publ) Low-complexity code excited linear prediction encoding
US7420396B2 (en) 2005-06-17 2008-09-02 Knowmtech, Llc Universal logic gate utilizing nanotechnology
US7747070B2 (en) 2005-08-31 2010-06-29 Microsoft Corporation Training convolutional neural networks on graphics processing units
WO2007071070A1 (fr) 2005-12-23 2007-06-28 Universite De Sherbrooke Reconnaissance de motif spatio-temporel utilisant un réseau de neurones impulsionnels et traitement de celui-ci sur un ordinateur portable et/ou distribué
US7849030B2 (en) 2006-05-31 2010-12-07 Hartford Fire Insurance Company Method and system for classifying documents
RU2406105C2 (ru) 2006-06-13 2010-12-10 Филипп Геннадьевич Нестерук Способ обработки информации в нейронных сетях
WO2008042900A2 (fr) 2006-10-02 2008-04-10 University Of Florida Research Foundation, Inc. Extraction de caractéristique à base d'impulsions pour des enregistrements neuronaux
JP4087423B2 (ja) 2006-10-17 2008-05-21 京セラミタ株式会社 携帯通信装置
US8103602B2 (en) 2006-12-29 2012-01-24 Neurosciences Research Foundation, Inc. Solving the distal reward problem through linkage of STDP and dopamine signaling
US20100100482A1 (en) 2007-01-23 2010-04-22 Sxip Identity Corp. Intermediate Data Generation For Transaction Processing
JP2008205639A (ja) 2007-02-16 2008-09-04 Texas Instr Japan Ltd 固体撮像装置及びその動作方法
RU2459254C2 (ru) 2007-04-27 2012-08-20 Сименс Акциенгезелльшафт Способ компьютеризованного обучения одной или более нейронных сетей
WO2009006405A1 (fr) 2007-06-28 2009-01-08 The Trustees Of Columbia University In The City Of New York Machines de codage et de décodage temporel multi-entrées et multi-sorties
JP2009206356A (ja) 2008-02-28 2009-09-10 Toshiba Corp 固体撮像装置およびその製造方法
DE112009001442T5 (de) 2008-06-09 2011-06-16 Access Point Technologies Medizinisches Behandlungsinstrument für ein rohrförmiges Organ
EP2320830A4 (fr) 2008-08-07 2012-02-01 Massachusetts Inst Technology Codage pour prothèses visuelles
US20100084472A1 (en) 2008-10-02 2010-04-08 Silverbrook Research Pty Ltd Method of distinguishing first coding pattern from second coding pattern
US8160354B2 (en) 2008-12-26 2012-04-17 Five Apes, Inc. Multi-stage image pattern recognizer
US8200593B2 (en) 2009-07-20 2012-06-12 Corticaldb Inc Method for efficiently simulating the information processing in cells and tissues of the nervous system with a temporal series compressed encoding neural network
US8275727B2 (en) 2009-11-13 2012-09-25 International Business Machines Corporation Hardware analog-digital neural networks
US8311965B2 (en) 2009-11-18 2012-11-13 International Business Machines Corporation Area efficient neuromorphic circuits using field effect transistors (FET) and variable resistance material
US8315305B2 (en) * 2010-03-26 2012-11-20 Brain Corporation Systems and methods for invariant pulse latency coding
US9405975B2 (en) 2010-03-26 2016-08-02 Brain Corporation Apparatus and methods for pulse-code invariant object recognition
US9311593B2 (en) 2010-03-26 2016-04-12 Brain Corporation Apparatus and methods for polychronous encoding and multiplexing in neuronal prosthetic devices
US9122994B2 (en) * 2010-03-26 2015-09-01 Brain Corporation Apparatus and methods for temporally proximate object recognition
US20120117012A1 (en) * 2010-04-08 2012-05-10 Neurosciences Research Foundation, Inc. Spike-timing computer modeling of working memory
US8433665B2 (en) 2010-07-07 2013-04-30 Qualcomm Incorporated Methods and systems for three-memristor synapse with STDP and dopamine signaling
US8942466B2 (en) * 2010-08-26 2015-01-27 Brain Corporation Sensory input processing apparatus and methods
JP5791254B2 (ja) 2010-09-29 2015-10-07 キヤノン株式会社 撮像装置及びカメラシステム
US9043129B2 (en) 2010-10-05 2015-05-26 Deere & Company Method for governing a speed of an autonomous vehicle
US8510239B2 (en) 2010-10-29 2013-08-13 International Business Machines Corporation Compact cognitive synaptic computing circuits with crossbar arrays spatially in a staggered pattern
CN102226740B (zh) 2011-04-18 2013-05-22 中国计量学院 基于外加周期信号控制随机共振的轴承故障检测方法
US9147156B2 (en) * 2011-09-21 2015-09-29 Qualcomm Technologies Inc. Apparatus and methods for synaptic update in a pulse-coded network
US8725662B2 (en) * 2011-09-21 2014-05-13 Brain Corporation Apparatus and method for partial evaluation of synaptic updates based on system events
US9460387B2 (en) 2011-09-21 2016-10-04 Qualcomm Technologies Inc. Apparatus and methods for implementing event-based updates in neuron networks
US9104973B2 (en) * 2011-09-21 2015-08-11 Qualcomm Technologies Inc. Elementary network description for neuromorphic systems with plurality of doublets wherein doublet events rules are executed in parallel
US8712941B2 (en) * 2011-09-21 2014-04-29 Brain Corporation Elementary network description for efficient link between neuronal models and neuromorphic systems
US8725658B2 (en) * 2011-09-21 2014-05-13 Brain Corporation Elementary network description for efficient memory management in neuromorphic systems
US8719199B2 (en) * 2011-09-21 2014-05-06 Brain Corporation Systems and methods for providing a neural network having an elementary network description for efficient implementation of event-triggered plasticity rules
US9098811B2 (en) * 2012-06-04 2015-08-04 Brain Corporation Spiking neuron network apparatus and methods
US20130325766A1 (en) * 2012-06-04 2013-12-05 Csaba Petre Spiking neuron network apparatus and methods
US8712939B2 (en) 2011-09-21 2014-04-29 Brain Corporation Tag-based apparatus and methods for neural networks
US9146546B2 (en) 2012-06-04 2015-09-29 Brain Corporation Systems and apparatus for implementing task-specific learning using spiking neurons
US9015092B2 (en) 2012-06-04 2015-04-21 Brain Corporation Dynamically reconfigurable stochastic learning apparatus and methods
US9104186B2 (en) 2012-06-04 2015-08-11 Brain Corporation Stochastic apparatus and methods for implementing generalized learning rules
US20130325774A1 (en) 2012-06-04 2013-12-05 Brain Corporation Learning stochastic apparatus and methods
US9117176B2 (en) 2011-09-21 2015-08-25 Qualcomm Technologies Inc. Round-trip engineering apparatus and methods for neural networks
US20130151450A1 (en) 2011-12-07 2013-06-13 Filip Ponulak Neural network apparatus and methods for signal conversion
US10210452B2 (en) 2011-09-21 2019-02-19 Qualcomm Incorporated High level neuromorphic network description apparatus and methods
US9111224B2 (en) * 2011-10-19 2015-08-18 Qualcomm Incorporated Method and apparatus for neural learning of natural multi-spike trains in spiking neural networks
US9129221B2 (en) * 2012-05-07 2015-09-08 Brain Corporation Spiking neural network feedback apparatus and methods
US9224090B2 (en) * 2012-05-07 2015-12-29 Brain Corporation Sensory input processing apparatus in a spiking neural network
US20130297539A1 (en) * 2012-05-07 2013-11-07 Filip Piekniewski Spiking neural network object recognition apparatus and methods
US9111215B2 (en) * 2012-07-03 2015-08-18 Brain Corporation Conditional plasticity spiking neuron network apparatus and methods
US8977582B2 (en) 2012-07-12 2015-03-10 Brain Corporation Spiking neuron network sensory processing apparatus and methods
US9256215B2 (en) 2012-07-27 2016-02-09 Brain Corporation Apparatus and methods for generalized state-dependent learning in spiking neuron networks
US9256823B2 (en) 2012-07-27 2016-02-09 Qualcomm Technologies Inc. Apparatus and methods for efficient updates in spiking neuron network
US9183493B2 (en) * 2012-10-25 2015-11-10 Brain Corporation Adaptive plasticity apparatus and methods for spiking neuron network
US9111226B2 (en) 2012-10-25 2015-08-18 Brain Corporation Modulated plasticity apparatus and methods for spiking neuron network
US8972315B2 (en) 2012-10-25 2015-03-03 Brain Corporation Apparatus and methods for activity-based plasticity in a spiking neuron network
US9275326B2 (en) 2012-11-30 2016-03-01 Brain Corporation Rate stabilization through plasticity in spiking neuron network

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5355435A (en) * 1992-05-18 1994-10-11 New Mexico State University Technology Transfer Corp. Asynchronous temporal neural processing element
US20030216919A1 (en) * 2002-05-13 2003-11-20 Roushar Joseph C. Multi-dimensional method and apparatus for automated language interpretation
US20070022068A1 (en) * 2005-07-01 2007-01-25 Ralph Linsker Neural networks for prediction and control
US20110137843A1 (en) * 2008-08-28 2011-06-09 Massachusetts Institute Of Technology Circuits and Methods Representative of Spike Timing Dependent Plasticity of Neurons
US20100235310A1 (en) * 2009-01-27 2010-09-16 Gage Fred H Temporally dynamic artificial neural networks
US20100299296A1 (en) * 2009-05-21 2010-11-25 International Business Machines Corporation Electronic learning synapse with spike-timing dependent plasticity using unipolar memory-switching elements
US20120084240A1 (en) * 2010-09-30 2012-04-05 International Business Machines Corporation Phase change memory synaptronic circuit for spiking computation, association and recall

Also Published As

Publication number Publication date
US20130297541A1 (en) 2013-11-07
US9129221B2 (en) 2015-09-08
WO2013169805A2 (fr) 2013-11-14

Similar Documents

Publication Publication Date Title
WO2013169805A3 (fr) Appareil et procédés de rétroaction de réseau de neurones impulsionnels
EP3716156A4 (fr) Procédé et appareil d'apprentissage de modèle de réseau neuronal
EP3678059A4 (fr) Procédé de traitement d'images, appareil de traitement d'images et procédé d'entraînement de réseau neuronal
EP3296930A4 (fr) Procédé d'apprentissage de réseau neuronal récurrent, programme informatique pour ce dernier et dispositif de reconnaissance vocale
EP3276540A3 (fr) Procédé et appareil de réseau neuronal
EP3531350A4 (fr) Système de sécurité basé sur un réseau neuronal à apprentissage profond et son procédé de commande
WO2015088774A3 (fr) Diversité neuronale dans des réseaux de neurones impulsionnels et classification de modèles
EP3605405A4 (fr) Dispositif de serveur, programme de fourniture de modèle entraîné, procédé de fourniture de modèle entraîné et système de fourniture de modèle entraîné
EP3627401A4 (fr) Procédé et dispositif d'apprentissage de réseau neuronal
EP3729339A4 (fr) Dispositif, système et procédé de variation d'un poids synaptique avec un différentiel de phase d'un réseau neuronal impulsionnel
WO2015142503A3 (fr) Implémentation d'un processeur de réseau neuronal
WO2013181637A3 (fr) Appareil et méthodes d'apprentissage et de collaboration de réseau de neurones
EP3607495A4 (fr) Procédés et systèmes utilisant une formation et un apprentissage améliorés pour des réseaux neuronaux profonds
WO2013029097A3 (fr) Système et procédé de traitement de données de capteur pour des personnes malvoyantes
WO2015007349A8 (fr) Systèmes, dispositifs et procédés pour exercer les membres inférieurs
WO2015065686A3 (fr) Méthodes et appareil de marquage de catégories par apprentissage supervisé
EP3743856A4 (fr) Procédé et système de codage et d'apprentissage distribués dans des réseaux neuromorphes permettant une reconnaissance de motifs
WO2016004152A3 (fr) Systèmes et procédés permettant une optimisation, basée sur un modèle, d'électrodes et de dispositifs de stimulation de la moelle épinière
EP3679524A4 (fr) Procédé d'exécution, dispositif d'exécution, procédé d'apprentissage, dispositif d'apprentissage et programme pour réseau neuronal profond
WO2015167765A3 (fr) Codage de pointes temporelles pour l'apprentissage temporel
JP2017514215A (ja) スパイキングニューラルネットワークを使用する画像の不変オブジェクト表現
EP3516594A4 (fr) Dispositif informatique neuromorphique, dispositif de mémoire, système et procédé pour maintenir un historique de pointe pour des neurones dans un environnement informatique neuromorphique
WO2015020815A3 (fr) Mise en œuvre de retards entre les neurones dans un système nerveux artificiel
WO2015156989A3 (fr) Modulation de la plasticité par des valeurs scalaires globales dans un réseau de neurones impulsionnels
EP3877907A4 (fr) Systèmes et procédés pour l'apprentissage d'un réseau neuronal d'autoencodeur utilisant des données rares

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 13788181

Country of ref document: EP

Kind code of ref document: A2

122 Ep: pct application non-entry in european phase

Ref document number: 13788181

Country of ref document: EP

Kind code of ref document: A2